PO.BCS01.10 · 生物信息与计算

A scalable, proteome-wide protein profiling platform with absolute quantification of 1000 proteins to power oncologic drug discovery pipelines

海报缩略图:A scalable, proteome-wide protein profiling platform with absolute quantification of 1000 proteins to power oncologic drug discovery pipelines
编号 4190 展板 17 🕑 4/21 09:00–12:00 📍 Section 4 主讲 Jerid Robinson
分会场 Integrative Computational Approaches 2
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作者与单位 Authors & Affiliations

Jerid Robinson, Nathaniel Robichaud, Grant Ongo, Kiran Edwardson, Alyssa Rosenbloom, Narges Rashidi, Arya Tavakoli, Jeff Munzar, Milad Dagher

Nomic Bio, Montreal, QC, Canada

摘要 Abstract

Proteomics has been constrained by flexibility, high costs, and inconsistent quantification. We present Omni 1000, a quantitative 1000-plex solution powered by nELISA technology-designed for broad, reproducible, and cost-effective protein measurement. Omni 1000 delivers 0.1 pg/mL sensitivity, 99.99% specificity, and dynamic range spanning 3-6 logs. With <10% CV, Omni 1000 ensures precision for discovery and translational applications. Omni 1000 content was developed through a rigorous, data-driven strategy to achieve comprehensive proteome-wide coverage while retaining high-value markers. The foundation is built from two sources: (1) a curated set of Most Valuable Proteins (MVPs)-biomarkers selected heuristically based on prevalence in key signaling pathways, translational research, and validated endpoints; and (2) large-scale, high-plex proteomic datasets with disease-association. To optimize, we applied Minimum Redundancy Maximum Relevance (mRMR) to reduce overlap, reconstruction loss minimization to preserve signal from high-dimensional datasets, and prioritized MVPs. Each iteration was validated against key biological ontologies-achieving 92% MVP coverage, 100% Reactome level 0, >80% Reactome level 1, 100% pharma-relevant KEGG signaling pathways, and 100% MeSH disease classes. For biomarker discovery, Omni 1000 makes large-scale and clinically relevant studies routinely achievable through significant cost-efficiencies and rapid readout with flow cytometry. In a study of plasma biobank samples, use of Omni 1000 successfully demonstrated early insights in detecting active rheumatoid arthritis immune signatures prior to onset of clinical symptoms. In addition, Omni 1000's high-throughput capabilities were used to support a drug screening platform based on patient-derived tumor organoids. Use of Omni 1000 demonstrated insights on baseline donor heterogeneity and drug compound responses and resistances specific to patient tissue profiles, an effort to advance precision medicine. Together, we demonstrate a novel 1000-plex solution, Omni 1000, with content balancing critical targets and biological breadth, and demonstrate real-world utility through two key applications: early detection of disease and high throughput drug development.
利益披露 Disclosure
J. Robinson, None.. N. Robichaud, None.. G. Ongo, None.. K. Edwardson, None.. A. Rosenbloom, None.. N. Rashidi, None.. A. Tavakoli, None.. J. Munzar, None.. M. Dagher, None.

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